The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-17"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "95045634 (up from 94495403 yesterday: 0.58 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2030831 (up from 2022125 yesterday: 0.43 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 14191856

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.14



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 23936773 177918 0.75 4737658 397600 1749 0.44 1.66
India 10571773 13788 0.13 363902 152419 145 0.10 1.44
Brazil 8488099 33040 0.39 1003814 209847 551 0.26 2.47
Russia 3530379 23178 0.66 510407 64601 467 0.73 1.83
United Kingdom 3405740 38670 1.15 1110512 89429 682 0.77 2.63
France 2969091 37405 1.28 352581 70422 329 0.47 2.37
Turkey 2387101 6436 0.27 239523 23997 165 0.69 1.01
Italy 2381277 12544 0.53 333581 82177 377 0.46 3.45
Spain 2252164 0 0.00 397213 53314 0 0.00 2.37
Germany 2050129 11484 0.56 391490 46901 437 0.94 2.29
Colombia 1908413 17379 0.92 313916 48631 375 0.78 2.55
Argentina 1799243 7264 0.41 215946 45407 112 0.25 2.52
Mexico 1641428 11170 0.69 257994 140704 463 0.33 8.57
Poland 1435582 5970 0.42 177783 33355 142 0.43 2.32
South Africa 1337926 12267 0.93 333513 37105 254 0.69 2.77
Iran 1330411 6016 0.45 129946 56803 86 0.15 4.27
Ukraine 1198512 6398 0.54 142247 21767 130 0.60 1.82
Peru 1060567 4544 0.43 55021 38770 116 0.30 3.66
Netherlands 925355 5643 0.61 151346 13107 41 0.31 1.42
Indonesia 907929 11287 1.26 194564 25987 220 0.85 2.86
Czechia 889159 5253 0.59 218560 14338 123 0.87 1.61
Canada 713181 6284 0.89 159028 18024 137 0.77 2.53
Romania 693644 2156 0.31 77835 17221 57 0.33 2.48
Belgium 678839 1630 0.24 39962 20435 39 0.19 3.01
Chile 669832 4339 0.65 69727 17477 42 0.24 2.61
Iraq 608232 645 0.11 16635 12944 9 0.07 2.13
Israel 551689 8190 1.51 150219 4005 46 1.16 0.73
Portugal 549801 10385 1.93 155228 8861 152 1.75 1.61
Bangladesh 527632 569 0.11 18484 7906 23 0.29 1.50
Sweden 523486 0 0.00 127438 10323 0 0.00 1.97
Pakistan 521211 1920 0.37 47902 10997 46 0.42 2.11
Philippines 500577 1886 0.38 30691 9895 11 0.11 1.98
Switzerland 495228 0 0.00 67031 8682 7 0.08 1.75
Morocco 459671 806 0.18 27592 7942 31 0.39 1.73
Austria 393778 1267 0.32 41886 7082 29 0.41 1.80
Serbia 372533 1317 0.35 46473 3750 20 0.54 1.01
Saudi Arabia 364929 176 0.05 2709 6323 5 0.08 1.73
Hungary 351828 1241 0.35 35768 11341 77 0.68 3.22
Japan 330715 5773 1.78 109303 4305 44 1.03 1.30
Jordan 314514 957 0.31 26568 4145 8 0.19 1.32
Panama 298019 1750 0.59 66662 4787 49 1.03 1.61
Nepal 267322 266 0.10 9141 1959 5 0.26 0.73
United Arab Emirates 253261 3453 1.38 51425 745 5 0.68 0.29
Lebanon 252812 3654 1.47 81586 1906 40 2.14 0.75
Georgia 247805 780 0.32 26200 2933 17 0.58 1.18
Ecuador 231482 674 0.29 22127 14319 3 0.02 6.19
Azerbaijan 227273 322 0.14 12562 3009 11 0.37 1.32
Belarus 225461 1924 0.86 38714 1582 9 0.57 0.70
Croatia 224954 379 0.17 20024 4616 28 0.61 2.05
Slovakia 223325 573 0.26 55802 3474 57 1.67 1.56
Kazakhstan 215947 1020 0.47 18045 2889 2 0.07 1.34
Bulgaria 211813 77 0.04 14097 8483 9 0.11 4.00
Dominican Republic 193118 1779 0.93 26354 2437 5 0.21 1.26
Denmark 189767 889 0.47 35815 1776 28 1.60 0.94
Bolivia 187183 1503 0.81 32340 9636 40 0.42 5.15
Costa Rica 184187 0 0.00 21197 2416 0 0.00 1.31
Tunisia 180090 2859 1.61 48498 5692 76 1.35 3.16
Ireland 172726 2946 1.74 86597 2608 13 0.50 1.51
Lithuania 167516 836 0.50 36918 2445 31 1.28 1.46
Armenia 164586 351 0.21 6752 2992 5 0.17 1.82
Malaysia 158434 3339 2.15 53338 601 7 1.18 0.38
Kuwait 157777 378 0.24 8124 947 0 0.00 0.60
Egypt 156397 890 0.57 23856 8583 56 0.66 5.49
Moldova 152854 214 0.14 11499 3250 5 0.15 2.13
West Bank and Gaza 152031 462 0.30 18938 1718 18 1.06 1.13
Slovenia 149125 569 0.38 34319 3180 40 1.27 2.13
Guatemala 148888 290 0.20 13579 5254 34 0.65 3.53
Greece 148607 237 0.16 13151 5469 28 0.51 3.68
Qatar 147277 188 0.13 4215 246 0 0.00 0.17
Burma 134318 449 0.34 12432 2955 13 0.44 2.20
Honduras 134111 604 0.45 15014 3354 6 0.18 2.50
Oman 131790 526 0.40 3318 1512 3 0.20 1.15
Ethiopia 131195 423 0.32 8331 2030 1 0.05 1.55
Paraguay 122160 512 0.42 17738 2505 10 0.40 2.05
Venezuela 119803 497 0.42 7487 1106 5 0.45 0.92
Bosnia and Herzegovina 117011 0 0.00 7320 4411 0 0.00 3.77
Nigeria 110387 1444 1.33 25973 1435 15 1.06 1.30
Libya 109088 1071 0.99 10707 1665 14 0.85 1.53
Algeria 103833 222 0.21 5584 2836 5 0.18 2.73

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 2991731 31868 1.08 835342 33615 207 0.62 1.12 75716.60 850.75 1 in 13
Texas 2127111 14449 0.68 427917 32600 172 0.53 1.53 73359.07 1124.30 1 in 14
Florida 1571279 11093 0.71 299300 24137 133 0.55 1.54 73158.50 1123.81 1 in 14
New York 1242561 13694 1.11 310539 40993 187 0.46 3.30 63873.19 2107.22 1 in 16
Illinois 1068829 4162 0.39 130920 20050 30 0.15 1.88 84346.91 1582.25 1 in 12
Ohio 826754 5247 0.64 156229 10200 65 0.64 1.23 70728.63 872.61 1 in 14
Georgia 815995 6332 0.78 183696 12296 5 0.04 1.51 76854.34 1158.10 1 in 13
Pennsylvania 770985 5496 0.72 157713 19255 112 0.59 2.50 60223.84 1504.06 1 in 17
Tennessee 685321 4474 0.66 121241 8391 36 0.43 1.22 100293.22 1227.98 1 in 10
North Carolina 674637 6811 1.02 157809 8083 67 0.84 1.20 64324.14 770.68 1 in 16
Arizona 673882 6981 1.05 179545 11266 18 0.16 1.67 88495.27 1479.47 1 in 11
New Jersey 627221 5132 0.82 117456 20439 25 0.12 3.26 70615.58 2301.12 1 in 14
Indiana 590211 3162 0.54 96370 9310 23 0.25 1.58 87669.61 1382.90 1 in 11
Michigan 581785 0 0.00 65459 14669 0 0.00 2.52 58255.06 1468.83 1 in 17
Wisconsin 568166 1891 0.33 59586 5906 1 0.02 1.04 97582.21 1014.35 1 in 10
Massachusetts 470140 4414 0.95 117404 13652 69 0.51 2.90 67650.88 1964.46 1 in 15
Missouri 449379 1438 0.32 57433 6468 1 0.02 1.44 73219.43 1053.86 1 in 14
Minnesota 446380 1333 0.30 37319 5995 40 0.67 1.34 79150.55 1063.01 1 in 13
Virginia 439305 9914 2.31 105729 5729 23 0.40 1.30 51467.87 671.20 1 in 19
Alabama 422598 1917 0.46 76970 6120 1 0.02 1.45 86188.47 1248.17 1 in 12
South Carolina 388184 5762 1.51 92005 6237 129 2.11 1.61 75394.36 1211.37 1 in 13
Colorado 374981 1498 0.40 49963 5379 16 0.30 1.43 65115.16 934.06 1 in 15
Louisiana 368980 4127 1.13 69258 8203 123 1.52 2.22 79371.12 1764.54 1 in 13
Oklahoma 354979 3314 0.94 75840 2987 35 1.19 0.84 89709.78 754.87 1 in 11
Kentucky 326674 2350 0.72 69612 3127 34 1.10 0.96 73119.50 699.92 1 in 14
Maryland 326445 2414 0.74 59247 6567 26 0.40 2.01 53996.41 1086.23 1 in 19
Utah 323837 1585 0.49 58963 1493 8 0.54 0.46 101010.99 465.70 1 in 10
Iowa 305151 403 0.13 29852 4323 2 0.05 1.42 96717.66 1370.18 1 in 10
Washington 289939 3969 1.39 53220 3903 0 0.00 1.35 38075.26 512.55 1 in 26
Arkansas 271154 976 0.36 56277 4311 18 0.42 1.59 89850.80 1428.51 1 in 11
Nevada 261573 1483 0.57 44064 3779 18 0.48 1.44 84922.00 1226.89 1 in 12
Kansas 258354 0 0.00 45605 3489 0 0.00 1.35 88680.45 1197.61 1 in 11
Mississippi 252475 1606 0.64 46087 5521 40 0.73 2.19 84832.78 1855.08 1 in 12
Connecticut 223422 0 0.00 50679 6594 0 0.00 2.95 62665.92 1849.50 1 in 16
Nebraska 181978 1068 0.59 20004 1837 0 0.00 1.01 94074.26 949.64 1 in 11
New Mexico 163637 744 0.46 25669 2932 22 0.76 1.79 78040.22 1398.30 1 in 13
Idaho 155554 278 0.18 19339 1607 2 0.12 1.03 86801.54 896.73 1 in 12
Oregon 133205 793 0.60 23480 1800 1 0.06 1.35 31582.10 426.77 1 in 32
West Virginia 108821 697 0.64 28111 1776 15 0.85 1.63 60890.91 993.76 1 in 16
South Dakota 105544 266 0.25 8154 1656 23 1.41 1.57 119304.73 1871.91 1 in 8
Rhode Island 104443 0 0.00 22377 2005 0 0.00 1.92 98590.57 1892.65 1 in 10
North Dakota 95864 150 0.16 4400 1406 3 0.21 1.47 125795.54 1844.99 1 in 8
Montana 89393 337 0.38 9613 1092 4 0.37 1.22 83640.38 1021.73 1 in 12
Puerto Rico 87381 858 0.99 14154 1703 0 0.00 1.95 27360.48 533.24 1 in 37
Delaware 70294 922 1.33 15237 1016 0 0.00 1.45 72187.92 1043.37 1 in 14
New Hampshire 56864 919 1.64 16055 933 6 0.65 1.64 41820.65 686.18 1 in 24
Alaska 51938 285 0.55 6157 229 0 0.00 0.44 70997.68 313.04 1 in 14
Wyoming 49363 295 0.60 6163 522 0 0.00 1.06 85291.11 901.93 1 in 12
District of Columbia 33851 314 0.94 5649 850 3 0.35 2.51 47964.64 1204.39 1 in 21
Maine 33559 340 1.02 11679 511 4 0.79 1.52 24965.56 380.15 1 in 40
Hawaii 24595 121 0.49 3245 321 2 0.63 1.31 17370.92 226.72 1 in 58
Vermont 10057 142 1.43 3028 163 0 0.00 1.62 16117.27 261.22 1 in 62

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 38228615 2991731 7.83 6401919 835342 13.05 967513.7
2 Texas 15718021 2127111 13.53 2261685 427917 18.92 542077.7
3 Florida 17654084 1571279 8.90 2310092 299300 12.96 821971.3
4 New York 28979498 1242561 4.29 4351004 310539 7.14 1489675.8
5 Illinois 14763993 1068829 7.24 1778381 130920 7.36 1165104.3
6 Ohio 8478037 826754 9.75 870115 156229 17.95 725294.2
7 Georgia 5925441 815995 13.77 691913 183696 26.55 558086.6
8 Pennsylvania 4238806 770985 18.19 397318 157713 39.69 331105.3
9 Tennessee 6128058 685321 11.18 567140 121241 21.38 896809.9
10 North Carolina 8087429 674637 8.34 1308006 157809 12.06 771106.4
11 Arizona 3210821 673882 20.99 435335 179545 41.24 421650.2
12 New Jersey 8687933 627221 7.22 1221249 117456 9.62 978129.6
13 Indiana 6431185 590211 9.18 895129 96370 10.77 955284.6
14 Michigan 8807614 581785 6.61 828345 65459 7.90 881920.5
15 Wisconsin 5798072 568166 9.80 545380 59586 10.93 995815.8
16 Massachusetts 12348663 470140 3.81 1684842 117404 6.97 1776913.1
17 Missouri 3933456 449379 11.42 356818 57433 16.10 640896.5
18 Minnesota 5863218 446380 7.61 593464 37319 6.29 1039645.5
19 Virginia 4807396 439305 9.14 657409 105729 16.08 563222.5
20 Alabama 2029488 422598 20.82 185748 76970 41.44 413912.2
21 South Carolina 3713908 388184 10.45 611024 92005 15.06 721327.3
22 Colorado 5007126 374981 7.49 700555 49963 7.13 869483.5
23 Louisiana 4638346 368980 7.95 535694 69258 12.93 997752.5
24 Oklahoma 2955979 354979 12.01 362168 75840 20.94 747030.8
25 Kentucky 3400741 326674 9.61 287086 69612 24.25 761188.4
26 Maryland 6455048 326445 5.06 882285 59247 6.72 1067712.5
27 Utah 2458733 323837 13.17 262848 58963 22.43 766926.1
28 Iowa 1216693 305151 25.08 53326 29852 55.98 385631.1
29 Washington 4179833 289939 6.94 469054 53220 11.35 548902.4
30 Arkansas 2272698 271154 11.93 261090 56277 21.55 753091.4
31 Nevada 2329676 261573 11.23 289886 44064 15.20 756350.0
32 Kansas 1100365 258354 23.48 138161 45605 33.01 377702.2
33 Mississippi 1475401 252475 17.11 141355 46087 32.60 495741.6
34 Connecticut 4880936 223422 4.58 755857 50679 6.70 1369016.3
35 Nebraska 1908692 181978 9.53 207514 20004 9.64 986706.0
36 New Mexico 2157518 163637 7.58 224779 25669 11.42 1028943.2
37 Idaho 576008 155554 27.01 39241 19339 49.28 321421.4
38 Oregon 2919566 133205 4.56 382084 23480 6.15 692211.5
39 West Virginia 1767500 108821 6.16 300970 28111 9.34 989006.5
40 South Dakota 391422 105544 26.96 22637 8154 36.02 442455.2
41 Rhode Island 2242295 104443 4.66 354838 22377 6.31 2116648.6
42 North Dakota 1305288 95864 7.34 75518 4400 5.83 1712837.0
43 Montana 879728 89393 10.16 99609 9613 9.65 823115.8
45 Delaware 1116162 70294 6.30 169822 15237 8.97 1146234.6
46 New Hampshire 1146577 56864 4.96 136770 16055 11.74 843250.5
47 Alaska 1404756 51938 3.70 154505 6157 3.98 1920259.2
48 Wyoming 549805 49363 8.98 71454 6163 8.63 949972.3
49 District of Columbia 1009392 33851 3.35 126545 5649 4.46 1430242.2
50 Maine 1239325 33559 2.71 170463 11679 6.85 921971.4
51 Hawaii 910779 24595 2.70 112477 3245 2.89 643263.7
52 Vermont 805019 10057 1.25 122936 3028 2.46 1290117.3

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5232178 514166 1603 0.31 9.83 3610 452 56142 26237 5.10
Veneto 3643743 298172 1369 0.46 8.18 2293 338 70640 7978 2.68
Piemonte 1818843 212760 495 0.23 11.70 2460 164 15000 8400 3.95
Campania 2237801 207149 1021 0.50 9.26 1460 94 73111 3370 1.63
Emilia-Romagna 2810351 201988 1437 0.72 7.19 2529 234 54831 8746 4.33
Lazio 2962528 189643 1243 0.66 6.40 2766 296 77510 4399 2.32
Toscana 2039503 127852 406 0.32 6.27 698 118 8204 3972 3.11
Sicilia 1437613 120729 1439 1.21 8.40 1422 208 46425 2989 2.48
Puglia 1181733 109428 908 0.84 9.26 1403 142 56120 2850 2.60
Liguria 774653 65763 228 0.35 8.49 657 62 4966 3116 4.74
Friuli Venezia Giulia 1036684 60766 385 0.64 5.86 677 63 12738 2092 3.44
Marche 618418 50111 440 0.89 8.10 590 83 10542 1783 3.56
Abruzzo 566681 39315 285 0.73 6.94 443 38 11552 1325 3.37
Sardegna 527564 35774 202 0.57 6.78 507 48 17748 903 2.52
P.A. Bolzano 404920 33519 308 0.93 8.28 202 26 12099 809 2.41
Umbria 550730 32303 153 0.48 5.87 280 49 4606 693 2.15
Calabria 481467 29073 351 1.22 6.04 290 25 10233 535 1.84
P.A. Trento 486687 25073 135 0.54 5.15 285 47 2430 1062 4.24
Basilicata 200849 12501 49 0.39 6.22 85 4 6918 293 2.34
Valle d’Aosta 66544 7639 18 0.24 11.48 41 3 415 394 5.16
Molise 127202 7553 70 0.94 5.94 59 9 1144 231 3.06

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Quebec 242714 1744 0.72 9055 50 0.56 3.73 28428.59 1060.59 1 in 35
Ontario 242339 3273 1.37 5418 57 1.06 2.24 16472.39 368.28 1 in 61
Alberta 116837 750 0.65 1436 19 1.34 1.23 26474.76 325.39 1 in 38
British Columbia 60117 0 0.00 1047 0 0.00 1.74 11762.47 204.86 1 in 85
Manitoba 27511 189 0.69 769 8 1.05 2.80 19971.44 558.25 1 in 50
Saskatchewan 20272 287 1.44 215 3 1.42 1.06 17155.44 181.95 1 in 58
Nova Scotia 1558 4 0.26 65 0 0.00 4.17 1593.93 66.50 1 in 627
New Brunswick 947 36 3.95 12 0 0.00 1.27 1214.11 15.38 1 in 824
Newfoundland and Labrador 396 1 0.25 4 0 0.00 1.01 759.54 7.67 1 in 1317
Nunavut 266 0 0.00 1 0 0.00 0.38 NA NA 1 in NA
Prince Edward Island 103 0 0.00 0 0 NaN 0.00 651.25 0.00 1 in 1536
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 25 0 0.00 0 0 NaN 0.00 556.74 0.00 1 in 1796
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 73156.40 1215.16 1 in 14
India 7895.27 113.83 1 in 127
Brazil 40554.70 1002.61 1 in 25
Russia 24431.69 447.07 1 in 41
United Kingdom 51260.39 1346.01 1 in 20
France 44321.41 1051.23 1 in 23
Turkey 29539.67 296.96 1 in 34
Italy 39372.97 1358.75 1 in 25
Spain 48267.55 1142.61 1 in 21
Germany 24763.00 566.51 1 in 40
Colombia 38891.64 991.05 1 in 26
Argentina 40642.49 1025.68 1 in 25
Mexico 12704.55 1089.04 1 in 79
Poland 37798.37 878.23 1 in 26
South Africa 23588.26 654.18 1 in 42
Iran 16392.45 699.89 1 in 61
Ukraine NA NA 1 in NA
Peru 32967.58 1205.16 1 in 30
Netherlands 53862.34 762.92 1 in 19
Indonesia 3439.12 98.44 1 in 291

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1014753 13848 1.36
Cook Illinois 433089 9005 2.08
Maricopa Arizona 417839 6444 1.54
Miami-Dade Florida 344246 4595 1.33
Harris Texas 284917 3792 1.33
San Bernardino California 251213 1560 0.62
Riverside California 239412 2517 1.05
Dallas Texas 234625 2425 1.03
San Diego California 211787 2103 0.99
Orange California 210813 2367 1.12
Clark Nevada 200597 2866 1.43
Tarrant Texas 190886 1825 0.96
Broward Florida 158762 1969 1.24
Queens New York 155059 7836 5.05
Kings New York 151971 8037 5.29
Bexar Texas 148555 2019 1.36
Suffolk New York 125925 2577 2.05
Salt Lake Utah 122400 623 0.51
Nassau New York 112702 2540 2.25
El Paso Texas 106677 1935 1.81
Bronx New York 103869 5255 5.06
Philadelphia Pennsylvania 102837 2722 2.65
Milwaukee Wisconsin 99455 1104 1.11
Palm Beach Florida 97542 2036 2.09
Franklin Ohio 97493 705 0.72
Orange Florida 93180 846 0.91
Middlesex Massachusetts 92781 2950 3.18
Hennepin Minnesota 92747 1474 1.59
Santa Clara California 92625 1065 1.15
Wayne Michigan 92449 3854 4.17
Hillsborough Florida 92438 1175 1.27
Pima Arizona 90084 1422 1.58
Kern California 85362 565 0.66
Westchester New York 83708 1789 2.14
Cuyahoga Ohio 82178 1012 1.23
Marion Indiana 81558 1297 1.59
Fresno California 81294 932 1.15
Utah Utah 79143 247 0.31
Sacramento California 79122 1080 1.36
St. Louis Missouri 78438 1563 1.99
Mecklenburg North Carolina 76895 673 0.88
Shelby Tennessee 76167 1128 1.48
Duval Florida 74910 806 1.08
New York New York 74452 3434 4.61
King Washington 73015 1152 1.58
Gwinnett Georgia 72209 656 0.91
Essex Massachusetts 71251 1859 2.61
Davidson Tennessee 70706 661 0.93
Fulton Georgia 69381 867 1.25
Oklahoma Oklahoma 68940 500 0.73
DuPage Illinois 68737 1145 1.67
Alameda California 68016 778 1.14
Providence Rhode Island 67526 1480 2.19
Oakland Michigan 67307 1809 2.69
Fairfield Connecticut 65725 1830 2.78
Suffolk Massachusetts 65398 1481 2.26
Allegheny Pennsylvania 64400 1334 2.07
Collin Texas 63239 472 0.75
Prince George’s Maryland 62927 1161 1.84
Jefferson Alabama 62039 921 1.48
Hamilton Ohio 61350 439 0.72
Travis Texas 60782 614 1.01
Bergen New Jersey 60704 2409 3.97
Ventura California 60368 412 0.68
Jefferson Kentucky 60258 599 0.99
Essex New Jersey 59127 2478 4.19
Douglas Nebraska 58379 553 0.95
Tulsa Oklahoma 58126 496 0.85
Will Illinois 57945 867 1.50
Middlesex New Jersey 57400 1812 3.16
Hidalgo Texas 57337 2293 4.00
Wake North Carolina 56859 396 0.70
San Joaquin California 56642 748 1.32
New Haven Connecticut 56512 1694 3.00
Hartford Connecticut 56292 1992 3.54
Cobb Georgia 55659 644 1.16
Hudson New Jersey 55656 1785 3.21
Montgomery Maryland 54241 1226 2.26
Pinellas Florida 54212 1175 2.17
Fairfax Virginia 53976 732 1.36
Worcester Massachusetts 53526 1714 3.20
Macomb Michigan 53400 1767 3.31
Denver Colorado 53319 716 1.34
Lake Illinois 53068 884 1.67
Contra Costa California 52146 449 0.86
Erie New York 51384 1360 2.65
Greenville South Carolina 48934 625 1.28
Lee Florida 48145 728 1.51
Passaic New Jersey 47658 1544 3.24
Union New Jersey 47363 1615 3.41
Kent Michigan 47241 612 1.30
Sedgwick Kansas 46446 495 1.07
Bernalillo New Mexico 46349 694 1.50
Denton Texas 46272 433 0.94
DeKalb Georgia 46206 573 1.24
El Paso Colorado 45737 670 1.46
Kane Illinois 45704 675 1.48
Polk Florida 45550 891 1.96
Polk Iowa 45396 448 0.99
Lubbock Texas 45308 640 1.41

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc